{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 模板匹配"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. 模板匹配简介"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 模板匹配和卷积原理很像，模板在原图像上从原点开始滑动，计算模板与（图像被模板覆盖的地方）的差别程度(例如值127与值190的区别)，这个差别程度的计算方法在opencv里有6种，然后将每次计算的结果放入一个矩阵里，作为结果输出。\n",
    "\n",
    "② 假如原图形是AxB大小，而模板是axb大小，则输出结果的矩阵是(A-a+1)x(B-b+1)。\n",
    "\n",
    "③ 模板匹配计算方式6种方式 ( 用归一化后的方式更好一些 )：\n",
    "\n",
    "- TM_SQDIFF：计算平方不同，计算出来的值越小，越相关。        \n",
    "- TM_CCORR：计算相关性，计算出来的值越大，越相关。\n",
    "- TM_CCOEFF：计算相关系数，计算出来的值越大，越相关。\n",
    "- TM_SQDIFF_NORMED：计算归一化平方不同，计算出来的值越接近0，越相关。\n",
    "- TM_CCORR_NORMED：计算归一化相关性，计算出来的值越接近1，越相关。\n",
    "- TM_CCOEFF_NORMED：计算归一化相关系数，计算出来的值越接近1，越相关。\n",
    "\n",
    "④ 公式：https://docs.opencv.org/3.3.1/df/dfb/group__imgproc__object.html#ga3a7850640f1fe1f58fe91a2d7583695d"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. 模板匹配单个对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(263, 263)\n",
      "(110, 85)\n"
     ]
    }
   ],
   "source": [
    "import cv2 #opencv的缩写为cv2\n",
    "import matplotlib.pyplot as plt # matplotlib库用于绘图展示\n",
    "import numpy as np   # numpy数值计算工具包\n",
    "\n",
    "# 魔法指令，直接展示图，Jupyter notebook特有\n",
    "%matplotlib inline  \n",
    "\n",
    "template = cv2.imread('01_Picture/12_Face.jpg',0)  # 0 表示以灰度图方式读取\n",
    "img = cv2.imread('01_Picture/13_Lena.jpg',0) \n",
    "h, w = template.shape[:2] # 获得模板的宽和高\n",
    "print(img.shape)\n",
    "print(template.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(154, 179)\n",
      "39168.0\n",
      "74403584.0\n",
      "(107, 89)\n",
      "(159, 62)\n"
     ]
    }
   ],
   "source": [
    "methods = ['cv2.TM_CCOEFF','cv2.TM_CCOEFF_NORMED','cv2.TM_CCORR',\n",
    "          'cv2.TM_CCORR_NORMED','cv2.TM_SQDIFF','cv2.TM_SQDIFF_NORMED']\n",
    "res = cv2.matchTemplate(img, template, cv2.TM_SQDIFF)\n",
    "print(res.shape) # 返回的矩阵大小 (A-a+1)x(B-b+1)\n",
    "min_val,max_val,min_loc,max_loc = cv2.minMaxLoc(res) # 返回模板匹配后最小值、最大值的位置   \n",
    "print(min_val) # cv2.TM_SQDIFF方法中，越小的值表示像素点的差异越小\n",
    "print(max_val)\n",
    "print(min_loc) # 当获得最小值对应的模板左上角的位置，加上模板自身的长、宽，可以在原图像中画出最匹配的区域\n",
    "print(max_loc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for meth in methods:\n",
    "    img2 = img.copy()\n",
    "    # 匹配方法的真值\n",
    "    method = eval(meth) # 提取字符串中的内容，不能用字符串的形式\n",
    "    print(method)\n",
    "    res = cv2.matchTemplate(img,template,method)\n",
    "    min_val, max_val, min_loc, max_loc = cv2.minMaxLoc(res)\n",
    "    \n",
    "    # 如果是平方差匹配 TM_SQDIFF 或归一化平方差匹配 TM_SQDIFF_NORMED,取最小值\n",
    "    if method in [cv2.TM_SQDIFF,cv2.TM_SQDIFF_NORMED]:\n",
    "        top_left = min_loc\n",
    "    else:\n",
    "        top_left = max_loc\n",
    "    bottom_right = (top_left[0]+w,top_left[1]+h)\n",
    "    \n",
    "    # 画矩形\n",
    "    cv2.rectangle(img2,top_left,bottom_right,255,2)\n",
    "    \n",
    "    plt.subplot(121), plt.imshow(res, cmap='gray')\n",
    "    plt.xticks([]), plt.yticks([]) # 隐藏坐标轴\n",
    "    plt.subplot(122),plt.imshow(img2,cmap='gray')\n",
    "    plt.xticks([]),plt.yticks([])\n",
    "    plt.suptitle(meth)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. 模板匹配多个对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "img_gray.shape： (207, 225)\n",
      "template.shape： (27, 16)\n",
      "res.shape： (181, 210)\n",
      "type(loc): <class 'tuple'>\n",
      "len(loc): 2\n",
      "len(loc[0]): 120 len(loc[1]): 120\n",
      "type(loc[0]): <class 'numpy.ndarray'> type(loc[1]): <class 'numpy.ndarray'>\n",
      "loc[::-1]： (array([ 69,  70,  83,  84,  97,  98, 111, 112, 125, 126,  68,  69,  70,\n",
      "        82,  83,  84,  96,  97,  98, 110, 111, 112, 124, 125, 126,  68,\n",
      "        69,  70,  82,  83,  84,  96,  97,  98, 110, 111, 112, 125, 126,\n",
      "        69,  83,  97, 111, 125,  54,  55,  69,  83,  84,  97,  98, 111,\n",
      "       112, 125, 126, 139, 140,  54,  55,  56,  68,  69,  70,  82,  83,\n",
      "        84,  96,  97,  98, 110, 111, 112, 124, 125, 126, 138, 139, 140,\n",
      "        54,  55,  56,  68,  69,  70,  82,  83,  84,  96,  97,  98, 110,\n",
      "       111, 112, 124, 125, 126, 139, 140,  55,  69,  83,  97, 111, 125,\n",
      "       139,  55,  55,  69,  83,  97, 111, 125, 139,  55,  69,  83,  97,\n",
      "       111, 125, 139], dtype=int64), array([ 40,  40,  40,  40,  40,  40,  40,  40,  40,  40,  41,  41,  41,\n",
      "        41,  41,  41,  41,  41,  41,  41,  41,  41,  41,  41,  41,  42,\n",
      "        42,  42,  42,  42,  42,  42,  42,  42,  42,  42,  42,  42,  42,\n",
      "        43,  43,  43,  43,  43,  72,  72,  72,  72,  72,  72,  72,  72,\n",
      "        72,  72,  72,  72,  72,  73,  73,  73,  73,  73,  73,  73,  73,\n",
      "        73,  73,  73,  73,  73,  73,  73,  73,  73,  73,  73,  73,  73,\n",
      "        74,  74,  74,  74,  74,  74,  74,  74,  74,  74,  74,  74,  74,\n",
      "        74,  74,  74,  74,  74,  74,  74,  75,  75,  75,  75,  75,  75,\n",
      "        75, 104, 105, 105, 105, 105, 105, 105, 105, 106, 106, 106, 106,\n",
      "       106, 106, 106], dtype=int64))\n",
      "i: 120\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "-1"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_rgb = cv2.imread('01_Picture/14_Mario.jpg')\n",
    "img_gray = cv2.cvtColor(img_rgb,cv2.COLOR_BGR2GRAY)\n",
    "print('img_gray.shape：',img_gray.shape)\n",
    "template = cv2.imread('01_Picture/15_Mario_coin.jpg',0)\n",
    "print('template.shape：',template.shape)\n",
    "h, w = template.shape[:2]\n",
    "\n",
    "# res 是 result 的简称\n",
    "res = cv2.matchTemplate(img_gray, template, cv2.TM_CCOEFF_NORMED) # res 是返回每一个小块窗口得到的结果值\n",
    "print('res.shape：',res.shape)\n",
    "threshold = 0.8\n",
    "\n",
    "# 取匹配程度大于 80% 的坐标\n",
    "loc = np.where(res >= threshold) # np.where 使得返回 res 矩阵中值大于 0.8 的索引，即坐标\n",
    "print('type(loc):',type(loc)) # loc 为元组类型\n",
    "print('len(loc):',len(loc))  # loc 元组有两个值\n",
    "print('len(loc[0]):',len(loc[0]),'len(loc[1]):',len(loc[1]))   # loc 元组每个值 120 个元素\n",
    "print('type(loc[0]):',type(loc[0]),'type(loc[1]):',type(loc[1])) # loc 元组每个值的类型为 numpy.array \n",
    "print(\"loc[::-1]：\",loc[::-1]) # loc[::-1] 表示顺序取反，即第二个 numpy.array 放在第一个 numpy.array 前面     \n",
    "\n",
    "i = 0\n",
    "# zip函数为打包为元组的列表，例 a = [1,2,3] b = [4,5,6] zip(a,b) 为 [(1, 4), (2, 5), (3, 6)]    \n",
    "for pt in zip(*loc[::-1]): # 当用 *b 作为传入参数时, b 可以为列表、元组、集合，zip使得元组中两个 numpy.array 进行配对   \n",
    "    bottom_right = (pt[0] + w, pt[1] + h)\n",
    "    cv2.rectangle(img_rgb, pt, bottom_right, (0,0,255),2)\n",
    "    i = i + 1\n",
    "print('i:',i)\n",
    "\n",
    "cv2.imshow('img_rgb',img_rgb)\n",
    "cv2.waitKey(0)"
   ]
  }
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